11 мая 2023 г. · We provide a generalized view of active retrieval augmented generation, methods that actively decide when and what to retrieve across the course of the ...

In this work, we provide a generalized view of active retrieval augmented generation, methods that actively decide when and what to retrieve across the course ...

Active retrieval-augmented generation improves passive RAG by fine-tuning the retriever based on feedback from the generator during multiple interactions.

17 нояб. 2023 г. · FLARE stands for Forward-Looking Active Retrieval Augmented Generation. It's a methodology that supplements LLMs by actively incorporating ...

FLARE is a generic retrieval-augmented generation method that actively decides when and what to retrieve using a prediction of the upcoming sentence.

6 дек. 2023 г. · We provide a generalized view of active retrieval augmented gen- eration. Our hypothesis regarding when to retrieve is that LMs should retrieve ...

This paper proposes a new method, Active Retrieval, which prompts an LLM to trigger iterative retrieval while generations.

18 июн. 2024 г. · We propose Unified Active Retrieval (UAR). UAR contains four orthogonal criteria and casts them into plug-and-play classification tasks.

This work proposes Forward-Looking Active REtrieval augmented generation (FLARE), a generic method which iteratively uses a prediction of the upcoming ...

25 мая 2024 г. · The main idea is to actively decide when and what to retrieve from external knowledge resources throughout the generation process, rather than ...